Overview
Brought to you by YData
Dataset statistics
| Number of variables | 18 |
|---|---|
| Number of observations | 27428 |
| Missing cells | 2443 |
| Missing cells (%) | 0.5% |
| Duplicate rows | 412 |
| Duplicate rows (%) | 1.5% |
| Total size in memory | 6.5 MiB |
| Average record size in memory | 247.3 B |
Variable types
| Numeric | 11 |
|---|---|
| Categorical | 7 |
| Dataset has 412 (1.5%) duplicate rows | Duplicates |
administracion is highly overall correlated with area and 4 other fields | High correlation |
area is highly overall correlated with administracion and 5 other fields | High correlation |
banos is highly overall correlated with administracion and 5 other fields | High correlation |
estrato is highly overall correlated with administracion and 5 other fields | High correlation |
habitaciones is highly overall correlated with area and 1 other fields | High correlation |
longitud is highly overall correlated with estrato | High correlation |
parqueaderos is highly overall correlated with administracion and 4 other fields | High correlation |
precio_venta is highly overall correlated with administracion and 4 other fields | High correlation |
jacuzzi is highly imbalanced (70.6%) | Imbalance |
piscina is highly imbalanced (51.6%) | Imbalance |
administracion has 2420 (8.8%) missing values | Missing |
precio_venta is highly skewed (γ1 = 52.62397927) | Skewed |
area is highly skewed (γ1 = 44.28424103) | Skewed |
administracion is highly skewed (γ1 = 24.02686051) | Skewed |
parqueaderos has 3253 (11.9%) zeros | Zeros |
Reproduction
| Analysis started | 2025-11-23 17:45:59.375424 |
|---|---|
| Analysis finished | 2025-11-23 17:46:07.483138 |
| Duration | 8.11 seconds |
| Software version | ydata-profiling vv4.17.0 |
| Download configuration | config.json |
Variables
precio_venta
Real number (ℝ)
High correlation Skewed
| Distinct | 2755 |
|---|---|
| Distinct (%) | 10.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.3755897 × 109 |
| Minimum | 1000000 |
|---|---|
| Maximum | 4.25 × 1012 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.4 MiB |
Quantile statistics
| Minimum | 1000000 |
|---|---|
| 5-th percentile | 1.85 × 108 |
| Q1 | 4.1 × 108 |
| median | 7.1 × 108 |
| Q3 | 1.35 × 109 |
| 95-th percentile | 3.1 × 109 |
| Maximum | 4.25 × 1012 |
| Range | 4.249999 × 1012 |
| Interquartile range (IQR) | 9.4 × 108 |
Descriptive statistics
| Standard deviation | 5.5900057 × 1010 |
|---|---|
| Coefficient of variation (CV) | 23.531023 |
| Kurtosis | 3067.6251 |
| Mean | 2.3755897 × 109 |
| Median Absolute Deviation (MAD) | 3.9 × 108 |
| Skewness | 52.623979 |
| Sum | 6.5157675 × 1013 |
| Variance | 3.1248163 × 1021 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1200000000 | 402 | 1.5% |
| 1100000000 | 368 | 1.3% |
| 650000000 | 348 | 1.3% |
| 1300000000 | 345 | 1.3% |
| 750000000 | 335 | 1.2% |
| 850000000 | 330 | 1.2% |
| 550000000 | 322 | 1.2% |
| 450000000 | 321 | 1.2% |
| 1400000000 | 264 | 1.0% |
| 1500000000 | 247 | 0.9% |
| Other values (2745) | 24146 |
| Value | Count | Frequency (%) |
| 1000000 | 2 | < 0.1% |
| 1100000 | 6 | |
| 1130000 | 1 | < 0.1% |
| 1150000 | 1 | < 0.1% |
| 1160000 | 1 | < 0.1% |
| 1195000 | 1 | < 0.1% |
| 1200000 | 2 | < 0.1% |
| 1250000 | 1 | < 0.1% |
| 1280000 | 1 | < 0.1% |
| 1300000 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 4.25 × 1012 | 1 | |
| 3.3 × 1012 | 1 | |
| 3.24 × 1012 | 1 | |
| 3 × 1012 | 1 | |
| 2.9 × 1012 | 1 | |
| 2.8 × 1012 | 1 | |
| 2.1 × 1012 | 1 | |
| 1.98 × 1012 | 1 | |
| 1.8 × 1012 | 1 | |
| 1.45 × 1012 | 1 |
area
Real number (ℝ)
High correlation Skewed
| Distinct | 3845 |
|---|---|
| Distinct (%) | 14.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 143.25936 |
| Minimum | 0 |
|---|---|
| Maximum | 19621 |
| Zeros | 19 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.4 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 42 |
| Q1 | 69 |
| median | 110 |
| Q3 | 180 |
| 95-th percentile | 327 |
| Maximum | 19621 |
| Range | 19621 |
| Interquartile range (IQR) | 111 |
Descriptive statistics
| Standard deviation | 234.76416 |
|---|---|
| Coefficient of variation (CV) | 1.6387352 |
| Kurtosis | 2817.4192 |
| Mean | 143.25936 |
| Median Absolute Deviation (MAD) | 49.18 |
| Skewness | 44.284241 |
| Sum | 3929317.8 |
| Variance | 55114.212 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 90 | 286 | 1.0% |
| 80 | 277 | 1.0% |
| 60 | 273 | 1.0% |
| 70 | 260 | 0.9% |
| 50 | 243 | 0.9% |
| 45 | 220 | 0.8% |
| 120 | 218 | 0.8% |
| 150 | 217 | 0.8% |
| 55 | 215 | 0.8% |
| 100 | 213 | 0.8% |
| Other values (3835) | 25006 |
| Value | Count | Frequency (%) |
| 0 | 19 | |
| 1 | 6 | < 0.1% |
| 2 | 3 | < 0.1% |
| 4.93 | 1 | < 0.1% |
| 8 | 1 | < 0.1% |
| 10 | 1 | < 0.1% |
| 11 | 2 | < 0.1% |
| 11.35 | 1 | < 0.1% |
| 13 | 2 | < 0.1% |
| 15.53 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 19621 | 1 | |
| 15413 | 1 | |
| 9999 | 1 | |
| 9242 | 1 | |
| 8726 | 1 | |
| 7685 | 1 | |
| 7263 | 1 | |
| 6612 | 1 | |
| 6550 | 1 | |
| 6434 | 1 |
habitaciones
Real number (ℝ)
High correlation
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.7467551 |
| Minimum | 1 |
|---|---|
| Maximum | 7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.4 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 3 |
| 95-th percentile | 4 |
| Maximum | 7 |
| Range | 6 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.78047605 |
|---|---|
| Coefficient of variation (CV) | 0.28414475 |
| Kurtosis | 0.61057124 |
| Mean | 2.7467551 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -0.3952681 |
| Sum | 75338 |
| Variance | 0.60914286 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 3 | 16426 | |
| 2 | 5833 | 21.3% |
| 4 | 2685 | 9.8% |
| 1 | 2192 | 8.0% |
| 5 | 291 | 1.1% |
| 7 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 2192 | 8.0% |
| 2 | 5833 | 21.3% |
| 3 | 16426 | |
| 4 | 2685 | 9.8% |
| 5 | 291 | 1.1% |
| 7 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 7 | 1 | < 0.1% |
| 5 | 291 | 1.1% |
| 4 | 2685 | 9.8% |
| 3 | 16426 | |
| 2 | 5833 | 21.3% |
| 1 | 2192 | 8.0% |
banos
Real number (ℝ)
High correlation
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.8350591 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 14 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.4 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.1673323 |
|---|---|
| Coefficient of variation (CV) | 0.41174886 |
| Kurtosis | -0.75904916 |
| Mean | 2.8350591 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.32950519 |
| Sum | 77760 |
| Variance | 1.3626648 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 2 | 9408 | |
| 3 | 7317 | |
| 4 | 4725 | |
| 5 | 3031 | 11.1% |
| 1 | 2932 | 10.7% |
| 0 | 14 | 0.1% |
| 6 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 14 | 0.1% |
| 1 | 2932 | 10.7% |
| 2 | 9408 | |
| 3 | 7317 | |
| 4 | 4725 | |
| 5 | 3031 | 11.1% |
| 6 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 6 | 1 | < 0.1% |
| 5 | 3031 | 11.1% |
| 4 | 4725 | |
| 3 | 7317 | |
| 2 | 9408 | |
| 1 | 2932 | 10.7% |
| 0 | 14 | 0.1% |
administracion
Real number (ℝ)
High correlation Missing Skewed
| Distinct | 3960 |
|---|---|
| Distinct (%) | 15.8% |
| Missing | 2420 |
| Missing (%) | 8.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5083051.7 |
| Minimum | 1 |
|---|---|
| Maximum | 3.5 × 109 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.4 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 110000 |
| Q1 | 350000 |
| median | 650000 |
| Q3 | 1200000 |
| 95-th percentile | 2333650 |
| Maximum | 3.5 × 109 |
| Range | 3.5 × 109 |
| Interquartile range (IQR) | 850000 |
Descriptive statistics
| Standard deviation | 76683305 |
|---|---|
| Coefficient of variation (CV) | 15.086076 |
| Kurtosis | 709.54107 |
| Mean | 5083051.7 |
| Median Absolute Deviation (MAD) | 363000 |
| Skewness | 24.026861 |
| Sum | 1.2711696 × 1011 |
| Variance | 5.8803293 × 1015 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1000000 | 402 | 1.5% |
| 1200000 | 385 | 1.4% |
| 1500000 | 344 | 1.3% |
| 1300000 | 313 | 1.1% |
| 1100000 | 288 | 1.1% |
| 450000 | 273 | 1.0% |
| 500000 | 256 | 0.9% |
| 600000 | 238 | 0.9% |
| 350000 | 228 | 0.8% |
| 10000 | 226 | 0.8% |
| Other values (3950) | 22055 | |
| (Missing) | 2420 | 8.8% |
| Value | Count | Frequency (%) |
| 1 | 5 | |
| 10 | 3 | |
| 33 | 3 | |
| 140 | 1 | < 0.1% |
| 150 | 1 | < 0.1% |
| 200 | 1 | < 0.1% |
| 225 | 1 | < 0.1% |
| 250 | 1 | < 0.1% |
| 300 | 1 | < 0.1% |
| 310 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 3500000000 | 1 | < 0.1% |
| 3366000000 | 1 | < 0.1% |
| 2918000000 | 1 | < 0.1% |
| 2400000000 | 1 | < 0.1% |
| 2100000000 | 1 | < 0.1% |
| 2000000000 | 3 | |
| 1900000000 | 1 | < 0.1% |
| 1890000000 | 1 | < 0.1% |
| 1800000000 | 1 | < 0.1% |
| 1750000000 | 2 |
parqueaderos
Real number (ℝ)
High correlation Zeros
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.7639638 |
| Minimum | -2 |
|---|---|
| Maximum | 30 |
| Zeros | 3253 |
| Zeros (%) | 11.9% |
| Negative | 1 |
| Negative (%) | < 0.1% |
| Memory size | 1.4 MiB |
Quantile statistics
| Minimum | -2 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 2 |
| Q3 | 2 |
| 95-th percentile | 4 |
| Maximum | 30 |
| Range | 32 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.091402 |
|---|---|
| Coefficient of variation (CV) | 0.61872133 |
| Kurtosis | 15.860861 |
| Mean | 1.7639638 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.91661732 |
| Sum | 48382 |
| Variance | 1.1911584 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 2 | 10444 | |
| 1 | 7970 | |
| 3 | 3540 | 12.9% |
| 0 | 3253 | 11.9% |
| 4 | 2219 | 8.1% |
| -2 | 1 | < 0.1% |
| 30 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| -2 | 1 | < 0.1% |
| 0 | 3253 | 11.9% |
| 1 | 7970 | |
| 2 | 10444 | |
| 3 | 3540 | 12.9% |
| 4 | 2219 | 8.1% |
| 30 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 30 | 1 | < 0.1% |
| 4 | 2219 | 8.1% |
| 3 | 3540 | 12.9% |
| 2 | 10444 | |
| 1 | 7970 | |
| 0 | 3253 | 11.9% |
| -2 | 1 | < 0.1% |
estrato
Real number (ℝ)
High correlation
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.8681956 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 7 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.4 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 4 |
| median | 5 |
| Q3 | 6 |
| 95-th percentile | 6 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.2144534 |
|---|---|
| Coefficient of variation (CV) | 0.24946685 |
| Kurtosis | -0.52243371 |
| Mean | 4.8681956 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.72093443 |
| Sum | 133520 |
| Variance | 1.4748971 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 6 | 11985 | |
| 4 | 5752 | |
| 5 | 5315 | |
| 3 | 3370 | 12.3% |
| 2 | 919 | 3.4% |
| 1 | 79 | 0.3% |
| 0 | 7 | < 0.1% |
| (Missing) | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 7 | < 0.1% |
| 1 | 79 | 0.3% |
| 2 | 919 | 3.4% |
| 3 | 3370 | 12.3% |
| 4 | 5752 | |
| 5 | 5315 | |
| 6 | 11985 |
| Value | Count | Frequency (%) |
| 6 | 11985 | |
| 5 | 5315 | |
| 4 | 5752 | |
| 3 | 3370 | 12.3% |
| 2 | 919 | 3.4% |
| 1 | 79 | 0.3% |
| 0 | 7 | < 0.1% |
antiguedad
Categorical
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 10 |
| Missing (%) | < 0.1% |
| Memory size | 2.9 MiB |
| MAS DE 20 ANOS | |
|---|---|
| ENTRE 10 Y 20 ANOS | |
| ENTRE 0 Y 5 ANOS | |
| ENTRE 5 Y 10 ANOS | |
| REMODELADO | |
| Other values (3) | 226 |
Length
| Max length | 18 |
|---|---|
| Median length | 17 |
| Mean length | 15.761689 |
| Min length | 10 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | ENTRE 10 Y 20 ANOS |
|---|---|
| 2nd row | MAS DE 20 ANOS |
| 3rd row | ENTRE 0 Y 5 ANOS |
| 4th row | ENTRE 10 Y 20 ANOS |
| 5th row | MAS DE 20 ANOS |
Common Values
| Value | Count | Frequency (%) |
| MAS DE 20 ANOS | 9729 | |
| ENTRE 10 Y 20 ANOS | 7469 | |
| ENTRE 0 Y 5 ANOS | 4586 | |
| ENTRE 5 Y 10 ANOS | 4431 | |
| REMODELADO | 977 | 3.6% |
| SOBRE PLANOS | 107 | 0.4% |
| EN CONSTRUCCION | 101 | 0.4% |
| PARA ESTRENAR | 18 | 0.1% |
| (Missing) | 10 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| anos | 26215 | |
| 20 | 17198 | |
| y | 16486 | |
| entre | 16486 | |
| 10 | 11900 | |
| de | 9729 | 7.9% |
| mas | 9729 | 7.9% |
| 5 | 9017 | 7.3% |
| 0 | 4586 | 3.7% |
| remodelado | 977 | 0.8% |
| Other values (6) | 452 | 0.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 95357 | ||
| E | 44899 | |
| N | 43129 | |
| A | 37082 | 8.6% |
| S | 36277 | 8.4% |
| 0 | 33684 | 7.8% |
| O | 28585 | 6.6% |
| R | 17725 | 4.1% |
| 2 | 17198 | 4.0% |
| T | 16605 | 3.8% |
| Other values (11) | 61613 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 432154 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 95357 | ||
| E | 44899 | |
| N | 43129 | |
| A | 37082 | 8.6% |
| S | 36277 | 8.4% |
| 0 | 33684 | 7.8% |
| O | 28585 | 6.6% |
| R | 17725 | 4.1% |
| 2 | 17198 | 4.0% |
| T | 16605 | 3.8% |
| Other values (11) | 61613 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 432154 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 95357 | ||
| E | 44899 | |
| N | 43129 | |
| A | 37082 | 8.6% |
| S | 36277 | 8.4% |
| 0 | 33684 | 7.8% |
| O | 28585 | 6.6% |
| R | 17725 | 4.1% |
| 2 | 17198 | 4.0% |
| T | 16605 | 3.8% |
| Other values (11) | 61613 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 432154 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 95357 | ||
| E | 44899 | |
| N | 43129 | |
| A | 37082 | 8.6% |
| S | 36277 | 8.4% |
| 0 | 33684 | 7.8% |
| O | 28585 | 6.6% |
| R | 17725 | 4.1% |
| 2 | 17198 | 4.0% |
| T | 16605 | 3.8% |
| Other values (11) | 61613 |
latitud
Real number (ℝ)
| Distinct | 16430 |
|---|---|
| Distinct (%) | 59.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.6889077 |
| Minimum | 4.4686294 |
|---|---|
| Maximum | 4.8191967 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.4 MiB |
Quantile statistics
| Minimum | 4.4686294 |
|---|---|
| 5-th percentile | 4.623 |
| Q1 | 4.6654514 |
| median | 4.6929593 |
| Q3 | 4.7165185 |
| 95-th percentile | 4.7473183 |
| Maximum | 4.8191967 |
| Range | 0.3505673 |
| Interquartile range (IQR) | 0.051067125 |
Descriptive statistics
| Standard deviation | 0.038082369 |
|---|---|
| Coefficient of variation (CV) | 0.0081217998 |
| Kurtosis | 1.6727205 |
| Mean | 4.6889077 |
| Median Absolute Deviation (MAD) | 0.02522255 |
| Skewness | -0.68013649 |
| Sum | 128607.36 |
| Variance | 0.0014502669 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4.706 | 110 | 0.4% |
| 4.694 | 107 | 0.4% |
| 4.693 | 84 | 0.3% |
| 4.671 | 83 | 0.3% |
| 4.66 | 82 | 0.3% |
| 4.689 | 82 | 0.3% |
| 4.697 | 81 | 0.3% |
| 4.7 | 79 | 0.3% |
| 4.672 | 74 | 0.3% |
| 4.703 | 74 | 0.3% |
| Other values (16420) | 26572 |
| Value | Count | Frequency (%) |
| 4.4686294 | 1 | < 0.1% |
| 4.472132417 | 1 | < 0.1% |
| 4.473105635 | 1 | < 0.1% |
| 4.473106248 | 1 | < 0.1% |
| 4.4731073 | 1 | < 0.1% |
| 4.4731526 | 1 | < 0.1% |
| 4.473267912 | 4 | |
| 4.473281471 | 1 | < 0.1% |
| 4.473322119 | 1 | < 0.1% |
| 4.4734716 | 2 |
| Value | Count | Frequency (%) |
| 4.8191967 | 1 | |
| 4.8181877 | 1 | |
| 4.8175306 | 1 | |
| 4.8156424 | 1 | |
| 4.8015065 | 1 | |
| 4.800371 | 2 | |
| 4.799836 | 1 | |
| 4.79939 | 1 | |
| 4.799 | 1 | |
| 4.798 | 1 |
longitud
Real number (ℝ)
High correlation
| Distinct | 9217 |
|---|---|
| Distinct (%) | 33.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -74.062875 |
| Minimum | -74.213645 |
|---|---|
| Maximum | -74.014 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 27428 |
| Negative (%) | 100.0% |
| Memory size | 1.4 MiB |
Quantile statistics
| Minimum | -74.213645 |
|---|---|
| 5-th percentile | -74.138829 |
| Q1 | -74.06859 |
| median | -74.05199 |
| Q3 | -74.043106 |
| 95-th percentile | -74.0283 |
| Maximum | -74.014 |
| Range | 0.19964519 |
| Interquartile range (IQR) | 0.025484 |
Descriptive statistics
| Standard deviation | 0.033925579 |
|---|---|
| Coefficient of variation (CV) | -0.00045806457 |
| Kurtosis | 3.0748307 |
| Mean | -74.062875 |
| Median Absolute Deviation (MAD) | 0.01102 |
| Skewness | -1.804319 |
| Sum | -2031396.5 |
| Variance | 0.0011509449 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -74.049 | 276 | 1.0% |
| -74.052 | 200 | 0.7% |
| -74.051 | 190 | 0.7% |
| -74.047 | 188 | 0.7% |
| -74.05 | 182 | 0.7% |
| -74.045 | 175 | 0.6% |
| -74.048 | 171 | 0.6% |
| -74.043 | 167 | 0.6% |
| -74.046 | 163 | 0.6% |
| -74.053 | 149 | 0.5% |
| Other values (9207) | 25567 |
| Value | Count | Frequency (%) |
| -74.21364519 | 1 | < 0.1% |
| -74.21358 | 1 | < 0.1% |
| -74.21345823 | 1 | < 0.1% |
| -74.21285176 | 1 | < 0.1% |
| -74.21283097 | 3 | |
| -74.2126437 | 1 | < 0.1% |
| -74.21241657 | 2 | |
| -74.21235 | 1 | < 0.1% |
| -74.212166 | 1 | < 0.1% |
| -74.21209 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| -74.014 | 1 | < 0.1% |
| -74.016 | 1 | < 0.1% |
| -74.01629 | 1 | < 0.1% |
| -74.017 | 1 | < 0.1% |
| -74.018 | 4 | |
| -74.01852 | 1 | < 0.1% |
| -74.019 | 3 | |
| -74.02 | 1 | < 0.1% |
| -74.02043 | 1 | < 0.1% |
| -74.02079 | 1 | < 0.1% |
jacuzzi
Categorical
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 2 |
| Missing (%) | < 0.1% |
| Memory size | 2.6 MiB |
| 0.0 | |
|---|---|
| 1.0 | 1421 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 26005 | |
| 1.0 | 1421 | 5.2% |
| (Missing) | 2 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 26005 | |
| 1.0 | 1421 | 5.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 53431 | |
| . | 27426 | |
| 1 | 1421 | 1.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 82278 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 53431 | |
| . | 27426 | |
| 1 | 1421 | 1.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 82278 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 53431 | |
| . | 27426 | |
| 1 | 1421 | 1.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 82278 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 53431 | |
| . | 27426 | |
| 1 | 1421 | 1.7% |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 18559 | |
| 1.0 | 8867 | |
| (Missing) | 2 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 18559 | |
| 1.0 | 8867 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 45985 | |
| . | 27426 | |
| 1 | 8867 | 10.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 82278 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 45985 | |
| . | 27426 | |
| 1 | 8867 | 10.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 82278 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 45985 | |
| . | 27426 | |
| 1 | 8867 | 10.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 82278 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 45985 | |
| . | 27426 | |
| 1 | 8867 | 10.8% |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 17876 | |
| 0.0 | 9550 | |
| (Missing) | 2 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 17876 | |
| 0.0 | 9550 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 36976 | |
| . | 27426 | |
| 1 | 17876 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 82278 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 36976 | |
| . | 27426 | |
| 1 | 17876 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 82278 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 36976 | |
| . | 27426 | |
| 1 | 17876 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 82278 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 36976 | |
| . | 27426 | |
| 1 | 17876 |
conjunto_cerrado
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 2 |
| Missing (%) | < 0.1% |
| Memory size | 2.6 MiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 15582 | |
| 1.0 | 11844 | |
| (Missing) | 2 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 15582 | |
| 1.0 | 11844 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 43008 | |
| . | 27426 | |
| 1 | 11844 | 14.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 82278 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 43008 | |
| . | 27426 | |
| 1 | 11844 | 14.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 82278 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 43008 | |
| . | 27426 | |
| 1 | 11844 | 14.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 82278 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 43008 | |
| . | 27426 | |
| 1 | 11844 | 14.4% |
piscina
Categorical
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 2 |
| Missing (%) | < 0.1% |
| Memory size | 2.6 MiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 24552 | |
| 1.0 | 2874 | 10.5% |
| (Missing) | 2 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 24552 | |
| 1.0 | 2874 | 10.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 51978 | |
| . | 27426 | |
| 1 | 2874 | 3.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 82278 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 51978 | |
| . | 27426 | |
| 1 | 2874 | 3.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 82278 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 51978 | |
| . | 27426 | |
| 1 | 2874 | 3.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 82278 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 51978 | |
| . | 27426 | |
| 1 | 2874 | 3.5% |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 16435 | |
| 0.0 | 10991 | |
| (Missing) | 2 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 16435 | |
| 0.0 | 10991 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 38417 | |
| . | 27426 | |
| 1 | 16435 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 82278 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 38417 | |
| . | 27426 | |
| 1 | 16435 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 82278 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 38417 | |
| . | 27426 | |
| 1 | 16435 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 82278 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 38417 | |
| . | 27426 | |
| 1 | 16435 |
distancia_estacion_tm_m
Real number (ℝ)
| Distinct | 18277 |
|---|---|
| Distinct (%) | 66.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1284.8775 |
| Minimum | 4.94 |
|---|---|
| Maximum | 7095.66 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.4 MiB |
Quantile statistics
| Minimum | 4.94 |
|---|---|
| 5-th percentile | 237.281 |
| Q1 | 586.9875 |
| median | 1197.315 |
| Q3 | 1731.255 |
| 95-th percentile | 2874.4525 |
| Maximum | 7095.66 |
| Range | 7090.72 |
| Interquartile range (IQR) | 1144.2675 |
Descriptive statistics
| Standard deviation | 843.56079 |
|---|---|
| Coefficient of variation (CV) | 0.65653015 |
| Kurtosis | 2.4180553 |
| Mean | 1284.8775 |
| Median Absolute Deviation (MAD) | 576.305 |
| Skewness | 1.1060076 |
| Sum | 35241619 |
| Variance | 711594.81 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1399.92 | 54 | 0.2% |
| 749.49 | 37 | 0.1% |
| 21.45 | 24 | 0.1% |
| 3027.75 | 22 | 0.1% |
| 359.11 | 22 | 0.1% |
| 1704.02 | 20 | 0.1% |
| 2565.26 | 20 | 0.1% |
| 1473.84 | 19 | 0.1% |
| 2883.84 | 19 | 0.1% |
| 1518.72 | 18 | 0.1% |
| Other values (18267) | 27173 |
| Value | Count | Frequency (%) |
| 4.94 | 1 | < 0.1% |
| 5.66 | 1 | < 0.1% |
| 17.2 | 1 | < 0.1% |
| 18.93 | 1 | < 0.1% |
| 19.24 | 4 | < 0.1% |
| 21.45 | 24 | |
| 22.77 | 1 | < 0.1% |
| 23.87 | 1 | < 0.1% |
| 24.57 | 1 | < 0.1% |
| 26.93 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 7095.66 | 1 | < 0.1% |
| 6727.13 | 1 | < 0.1% |
| 6632.15 | 1 | < 0.1% |
| 6595.42 | 1 | < 0.1% |
| 6590.64 | 1 | < 0.1% |
| 6583.63 | 2 | |
| 6582.46 | 4 | |
| 6580.79 | 1 | < 0.1% |
| 6575.69 | 1 | < 0.1% |
| 6567.34 | 1 | < 0.1% |
distancia_parque_m
Real number (ℝ)
| Distinct | 17855 |
|---|---|
| Distinct (%) | 65.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 817.93068 |
| Minimum | 0.22 |
|---|---|
| Maximum | 6168.02 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.4 MiB |
Quantile statistics
| Minimum | 0.22 |
|---|---|
| 5-th percentile | 203.2 |
| Q1 | 489.9 |
| median | 764.74 |
| Q3 | 1092.015 |
| 95-th percentile | 1622.5405 |
| Maximum | 6168.02 |
| Range | 6167.8 |
| Interquartile range (IQR) | 602.115 |
Descriptive statistics
| Standard deviation | 444.42986 |
|---|---|
| Coefficient of variation (CV) | 0.54335883 |
| Kurtosis | 4.6144243 |
| Mean | 817.93068 |
| Median Absolute Deviation (MAD) | 301.49 |
| Skewness | 1.0424088 |
| Sum | 22434203 |
| Variance | 197517.9 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 659.47 | 56 | 0.2% |
| 1242.57 | 34 | 0.1% |
| 847.26 | 24 | 0.1% |
| 1423.34 | 23 | 0.1% |
| 532.5 | 23 | 0.1% |
| 491.47 | 21 | 0.1% |
| 445.12 | 20 | 0.1% |
| 800.56 | 20 | 0.1% |
| 1173.96 | 19 | 0.1% |
| 674.84 | 19 | 0.1% |
| Other values (17845) | 27169 |
| Value | Count | Frequency (%) |
| 0.22 | 3 | |
| 4.66 | 1 | < 0.1% |
| 10.15 | 1 | < 0.1% |
| 12.51 | 1 | < 0.1% |
| 13.41 | 2 | |
| 13.76 | 4 | |
| 13.82 | 1 | < 0.1% |
| 15.01 | 1 | < 0.1% |
| 15.18 | 1 | < 0.1% |
| 16.42 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 6168.02 | 1 | |
| 5996.9 | 1 | |
| 5865.3 | 1 | |
| 5647.13 | 1 | |
| 4876.81 | 2 | |
| 4844.48 | 1 | |
| 4793.97 | 1 | |
| 4737.57 | 1 | |
| 4719.71 | 1 | |
| 4464.62 | 1 |
Interactions
Correlations
| administracion | antiguedad | area | ascensor | banos | conjunto_cerrado | distancia_estacion_tm_m | distancia_parque_m | estrato | gimnasio | habitaciones | jacuzzi | latitud | longitud | parqueaderos | piscina | precio_venta | vigilancia | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| administracion | 1.000 | 0.000 | 0.861 | 0.010 | 0.767 | 0.000 | 0.086 | 0.122 | 0.799 | 0.013 | 0.360 | 0.030 | -0.118 | 0.471 | 0.808 | 0.022 | 0.891 | 0.012 |
| antiguedad | 0.000 | 1.000 | 0.000 | 0.131 | 0.093 | 0.135 | 0.066 | 0.037 | 0.090 | 0.309 | 0.142 | 0.043 | 0.084 | 0.089 | 0.109 | 0.245 | 0.000 | 0.048 |
| area | 0.861 | 0.000 | 1.000 | 0.008 | 0.857 | 0.007 | 0.117 | 0.075 | 0.701 | 0.005 | 0.581 | 0.023 | -0.034 | 0.402 | 0.821 | 0.021 | 0.915 | 0.000 |
| ascensor | 0.010 | 0.131 | 0.008 | 1.000 | 0.199 | 0.000 | 0.069 | 0.062 | 0.289 | 0.267 | 0.057 | 0.097 | 0.154 | 0.227 | 0.204 | 0.153 | 0.007 | 0.190 |
| banos | 0.767 | 0.093 | 0.857 | 0.199 | 1.000 | 0.094 | 0.102 | 0.093 | 0.632 | 0.183 | 0.558 | 0.251 | 0.021 | 0.371 | 0.767 | 0.140 | 0.822 | 0.177 |
| conjunto_cerrado | 0.000 | 0.135 | 0.007 | 0.000 | 0.094 | 1.000 | 0.121 | 0.030 | 0.171 | 0.242 | 0.090 | 0.088 | 0.219 | 0.206 | 0.061 | 0.159 | 0.012 | 0.137 |
| distancia_estacion_tm_m | 0.086 | 0.066 | 0.117 | 0.069 | 0.102 | 0.121 | 1.000 | 0.133 | 0.104 | 0.091 | 0.117 | 0.063 | 0.137 | 0.451 | 0.087 | 0.082 | 0.091 | 0.069 |
| distancia_parque_m | 0.122 | 0.037 | 0.075 | 0.062 | 0.093 | 0.030 | 0.133 | 1.000 | 0.161 | 0.028 | 0.014 | 0.033 | 0.099 | 0.225 | 0.112 | 0.072 | 0.073 | 0.033 |
| estrato | 0.799 | 0.090 | 0.701 | 0.289 | 0.632 | 0.171 | 0.104 | 0.161 | 1.000 | 0.162 | 0.169 | 0.112 | -0.059 | 0.522 | 0.695 | 0.083 | 0.775 | 0.218 |
| gimnasio | 0.013 | 0.309 | 0.005 | 0.267 | 0.183 | 0.242 | 0.091 | 0.028 | 0.162 | 1.000 | 0.075 | 0.166 | 0.139 | 0.142 | 0.167 | 0.374 | 0.011 | 0.206 |
| habitaciones | 0.360 | 0.142 | 0.581 | 0.057 | 0.558 | 0.090 | 0.117 | 0.014 | 0.169 | 0.075 | 1.000 | 0.161 | 0.102 | 0.077 | 0.414 | 0.080 | 0.413 | 0.063 |
| jacuzzi | 0.030 | 0.043 | 0.023 | 0.097 | 0.251 | 0.088 | 0.063 | 0.033 | 0.112 | 0.166 | 0.161 | 1.000 | 0.074 | 0.083 | 0.147 | 0.198 | 0.029 | 0.084 |
| latitud | -0.118 | 0.084 | -0.034 | 0.154 | 0.021 | 0.219 | 0.137 | 0.099 | -0.059 | 0.139 | 0.102 | 0.074 | 1.000 | 0.318 | 0.011 | 0.127 | -0.119 | 0.130 |
| longitud | 0.471 | 0.089 | 0.402 | 0.227 | 0.371 | 0.206 | 0.451 | 0.225 | 0.522 | 0.142 | 0.077 | 0.083 | 0.318 | 1.000 | 0.416 | 0.135 | 0.421 | 0.195 |
| parqueaderos | 0.808 | 0.109 | 0.821 | 0.204 | 0.767 | 0.061 | 0.087 | 0.112 | 0.695 | 0.167 | 0.414 | 0.147 | 0.011 | 0.416 | 1.000 | 0.086 | 0.840 | 0.163 |
| piscina | 0.022 | 0.245 | 0.021 | 0.153 | 0.140 | 0.159 | 0.082 | 0.072 | 0.083 | 0.374 | 0.080 | 0.198 | 0.127 | 0.135 | 0.086 | 1.000 | 0.000 | 0.073 |
| precio_venta | 0.891 | 0.000 | 0.915 | 0.007 | 0.822 | 0.012 | 0.091 | 0.073 | 0.775 | 0.011 | 0.413 | 0.029 | -0.119 | 0.421 | 0.840 | 0.000 | 1.000 | 0.012 |
| vigilancia | 0.012 | 0.048 | 0.000 | 0.190 | 0.177 | 0.137 | 0.069 | 0.033 | 0.218 | 0.206 | 0.063 | 0.084 | 0.130 | 0.195 | 0.163 | 0.073 | 0.012 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
Sample
| precio_venta | area | habitaciones | banos | administracion | parqueaderos | estrato | antiguedad | latitud | longitud | jacuzzi | gimnasio | ascensor | conjunto_cerrado | piscina | vigilancia | distancia_estacion_tm_m | distancia_parque_m | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 339000000.0 | 76.0 | 3.0 | 2.0 | 300000.0 | 1.0 | 3.0 | ENTRE 10 Y 20 ANOS | 4.746592 | -74.057571 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1142.45 | 426.09 |
| 1 | 223000000.0 | 63.0 | 3.0 | 2.0 | NaN | 0.0 | 3.0 | MAS DE 20 ANOS | 4.730111 | -74.028170 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2384.89 | 472.47 |
| 2 | 440898168.0 | 54.0 | 3.0 | 2.0 | 305000.0 | 0.0 | 3.0 | ENTRE 0 Y 5 ANOS | 4.607378 | -74.082648 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 232.22 | 961.29 |
| 3 | 158000000.0 | 43.0 | 2.0 | 2.0 | 106600.0 | 0.0 | 2.0 | ENTRE 10 Y 20 ANOS | 4.740109 | -74.113675 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 2275.08 | 539.98 |
| 4 | 222800000.0 | 48.0 | 3.0 | 2.0 | 151000.0 | 0.0 | 3.0 | MAS DE 20 ANOS | 4.763900 | -74.025280 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 2099.16 | 1661.14 |
| 5 | 128900000.0 | 47.0 | 2.0 | 1.0 | 86500.0 | 0.0 | 2.0 | ENTRE 10 Y 20 ANOS | 4.632698 | -74.198111 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 2800.97 | 404.78 |
| 6 | 190000000.0 | 38.0 | 2.0 | 1.0 | 178600.0 | 0.0 | 3.0 | ENTRE 5 Y 10 ANOS | 4.753458 | -74.093288 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 746.74 | 664.93 |
| 7 | 149000000.0 | 37.0 | 2.0 | 1.0 | 160000.0 | 0.0 | 3.0 | ENTRE 10 Y 20 ANOS | 4.759587 | -74.100971 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1602.07 | 1309.04 |
| 8 | 350000000.0 | 51.0 | 1.0 | 2.0 | NaN | 1.0 | 4.0 | ENTRE 5 Y 10 ANOS | 4.603247 | -74.118735 | 0.0 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 944.98 | 396.59 |
| 11 | 480000000.0 | 70.0 | 3.0 | 2.0 | NaN | 1.0 | 4.0 | ENTRE 0 Y 5 ANOS | 4.634184 | -74.092137 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 271.23 | 601.46 |
| precio_venta | area | habitaciones | banos | administracion | parqueaderos | estrato | antiguedad | latitud | longitud | jacuzzi | gimnasio | ascensor | conjunto_cerrado | piscina | vigilancia | distancia_estacion_tm_m | distancia_parque_m | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 43003 | 4.980000e+08 | 84.00 | 3.0 | 2.0 | 379000.0 | 1.0 | 4.0 | ENTRE 10 Y 20 ANOS | 4.754657 | -74.037231 | 0.0 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 975.62 | 108.84 |
| 43004 | 1.941300e+08 | 47.00 | 2.0 | 1.0 | 173999.0 | 0.0 | 3.0 | ENTRE 5 Y 10 ANOS | 4.605351 | -74.149984 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1175.50 | 232.86 |
| 43005 | 1.370000e+08 | 47.00 | 3.0 | 1.0 | 62000.0 | 0.0 | 2.0 | ENTRE 5 Y 10 ANOS | 4.628769 | -74.212831 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 4408.60 | 905.81 |
| 43006 | 1.210000e+08 | 35.00 | 2.0 | 1.0 | 76200.0 | 0.0 | 2.0 | ENTRE 10 Y 20 ANOS | 4.648645 | -74.171201 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1776.06 | 876.37 |
| 43007 | 1.300000e+08 | 37.00 | 2.0 | 1.0 | 77000.0 | 0.0 | 2.0 | ENTRE 10 Y 20 ANOS | 4.641467 | -74.186482 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 2004.86 | 301.87 |
| 43008 | 1.900000e+08 | 49.00 | 3.0 | 2.0 | 204624.0 | 0.0 | 2.0 | ENTRE 10 Y 20 ANOS | 4.754530 | -74.080902 | 0.0 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 1712.71 | 198.03 |
| 43009 | 3.220000e+08 | 66.00 | 3.0 | 2.0 | 277400.0 | 1.0 | 4.0 | ENTRE 10 Y 20 ANOS | 4.742568 | -74.092140 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 120.16 | 631.25 |
| 43010 | 3.300000e+08 | 90.00 | 3.0 | 2.0 | 112000.0 | 0.0 | 4.0 | MAS DE 20 ANOS | 4.630547 | -74.079590 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 33.21 | 1211.62 |
| 43011 | 1.280000e+09 | 157.00 | 3.0 | 3.0 | 1050000.0 | 3.0 | 6.0 | MAS DE 20 ANOS | 4.702636 | -74.027180 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 3005.88 | 1269.56 |
| 43012 | 4.980000e+08 | 84.34 | 3.0 | 2.0 | 287000.0 | 1.0 | 4.0 | ENTRE 10 Y 20 ANOS | 4.620531 | -74.130990 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 0.0 | 1022.07 | 648.01 |
Duplicate rows
Most frequently occurring
| precio_venta | area | habitaciones | banos | administracion | parqueaderos | estrato | antiguedad | latitud | longitud | jacuzzi | gimnasio | ascensor | conjunto_cerrado | piscina | vigilancia | distancia_estacion_tm_m | distancia_parque_m | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 232 | 7.200000e+08 | 90.00 | 3.0 | 3.0 | 450000.0 | 1.0 | 4.0 | ENTRE 10 Y 20 ANOS | 4.617153 | -74.070410 | 0.0 | 1.0 | 1.0 | 1.0 | 0.0 | 1.0 | 201.15 | 555.43 | 10 |
| 400 | 3.350000e+09 | 342.25 | 3.0 | 4.0 | 2040000.0 | 4.0 | 6.0 | ENTRE 10 Y 20 ANOS | 4.651000 | -74.052000 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 1.0 | 1296.39 | 48.79 | 8 |
| 107 | 4.000000e+08 | 69.00 | 1.0 | 1.0 | 420000.0 | 2.0 | 5.0 | REMODELADO | 4.641988 | -74.056850 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 1.0 | 1000.50 | 1088.50 | 7 |
| 195 | 5.700000e+08 | 89.00 | 3.0 | 2.0 | 262000.0 | 1.0 | 4.0 | ENTRE 10 Y 20 ANOS | 4.658000 | -74.120000 | 0.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1320.95 | 567.29 | 6 |
| 243 | 7.550000e+08 | 102.00 | 3.0 | 2.0 | 440000.0 | 2.0 | 4.0 | ENTRE 10 Y 20 ANOS | 4.661000 | -74.122000 | 0.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1316.74 | 521.51 | 6 |
| 250 | 7.950000e+08 | 153.00 | 3.0 | 3.0 | 851000.0 | 2.0 | 5.0 | ENTRE 10 Y 20 ANOS | 4.724365 | -74.062190 | 0.0 | 1.0 | 1.0 | 1.0 | 0.0 | 1.0 | 1242.06 | 945.93 | 6 |
| 251 | 7.950000e+08 | 153.00 | 3.0 | 3.0 | 851000.0 | 2.0 | 5.0 | ENTRE 10 Y 20 ANOS | 4.724790 | -74.063330 | 0.0 | 1.0 | 1.0 | 1.0 | 0.0 | 1.0 | 1294.30 | 1061.53 | 6 |
| 276 | 8.700000e+08 | 142.00 | 4.0 | 4.0 | 725000.0 | 2.0 | 4.0 | ENTRE 10 Y 20 ANOS | 4.733916 | -74.076164 | 0.0 | 1.0 | 1.0 | 0.0 | 1.0 | 0.0 | 546.41 | 805.50 | 6 |
| 278 | 8.900000e+08 | 122.00 | 4.0 | 3.0 | 795000.0 | 2.0 | 5.0 | MAS DE 20 ANOS | 4.687611 | -74.045560 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 0.0 | 1319.63 | 1839.98 | 6 |
| 301 | 1.150000e+09 | 97.45 | 1.0 | 2.0 | 1045000.0 | 2.0 | 6.0 | ENTRE 10 Y 20 ANOS | 4.664814 | -74.051170 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 1078.47 | 97.89 | 6 |